{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2a2efbb8-4d35-4df5-b519-5953f5982383",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "from pathlib import Path\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "89f62b30-bafe-43cd-9a97-af88a44b23e0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def load_T1T2matched_datalist(args, input_file: str):\n",
    "    with open(input_file, 'r') as f:\n",
    "        fold = json.load(f)\n",
    "    print(fold.keys())\n",
    "    training_images = fold['training'] # Should be list\n",
    "    validation_images = fold['validation']\n",
    "    return {'training': training_images,\n",
    "            'validation': validation_images}\n",
    "\n",
    "def get_T1T2_dataloaders(args, modality=\"T1\", num_workers = 4):\n",
    "  \n",
    "    datalist = load_T1T2matched_datalist(args, args[\"splits\"])\n",
    "    print(datalist[\"training\"])\n",
    "    if modality == \"T1\":\n",
    "        training_datalist   = [{\"image\":subject[\"image\"][0]} for subject in datalist['training']]  \n",
    "        validation_datalist = [{\"image\":subject[\"image\"][0]} for subject in datalist['validation']] \n",
    "    elif modality == \"T2\":\n",
    "        training_datalist   = [{\"image\":subject[\"image\"][1]} for subject in datalist['training']] \n",
    "        validation_datalist = [{\"image\":subject[\"image\"][1]} for subject in datalist['validation']] \n",
    "    elif modality == \"T1T2\":\n",
    "        training_datalist, validation_datalist = datalist['training'], datalist['validation']\n",
    "    else:\n",
    "        raise ValueError(\"Unsupported modality\")\n",
    "    return training_datalist, validation_datalist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d7288104-dc83-40a1-a0ad-9b68ad87741d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/red/ruogu.fang/yyang/SwinUNETR_pretrain_2channel\n",
      "dict_keys(['training', 'validation'])\n"
     ]
    }
   ],
   "source": [
    "# args={\n",
    "# 'splits':'GBR_T1T2_matched_image.json'\n",
    "# }\n",
    "print(os.getcwd())\n",
    "datalist = load_T1T2matched_datalist(args, os.path.join(os.getcwd(), 'jsons/GBR_T1T2_matched_image.json')) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "05460068-8c76-4d6f-836b-05a6e54e8c8d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/red/ruogu.fang/UKB/data/Brain/20252_T1_NIFTI/T1_new_unzip/1977416_20252_2_0/T1/T1_brain_to_MNI.nii.gz\n",
      "/red/ruogu.fang/UKB/data/Brain/20253_T2_NIFTI/T2_unzip/1977416_20253_2_0/T2_FLAIR/T2_FLAIR_brain_to_MNI.nii.gz\n"
     ]
    }
   ],
   "source": [
    "T1 = datalist['training'][0]['image'][0]\n",
    "FLARE = datalist['training'][0]['image'][1]\n",
    "print(T1)\n",
    "print(FLARE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e1ff5cf7-14c7-4c5c-9302-6045f674c8a6",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import nibabel as nib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "ed2e29ff-2805-4c6c-9711-5725dc915fa6",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(182, 218, 182)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(182, 218, 182)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "T1_img = nib.load(T1).dataobj\n",
    "print(T1_img.shape)\n",
    "\n",
    "for i in range(5):\n",
    "    plt.subplot(5, 5,i + 1)\n",
    "    plt.imshow(T1_img[:,:,59 + i], cmap='bone')\n",
    "    plt.gcf().set_size_inches(10, 10)\n",
    "plt.suptitle(\"T1 image\")\n",
    "plt.show()\n",
    "FLARE_img = nib.load(FLARE).dataobj\n",
    "print(FLARE_img.shape)\n",
    "\n",
    "for i in range(5):\n",
    "    plt.subplot(5, 5,i + 1)\n",
    "    plt.imshow(FLARE_img[:,:,59 + i], cmap='bone')\n",
    "    plt.gcf().set_size_inches(10, 10)\n",
    "plt.suptitle(\"FLARE image\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "fb2cceef-c241-417d-bad7-c9319f7cee9f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5273458  263699  404564  678086  535764   65045     344      37      29\n",
      "       6]\n",
      "[ -65.   229.4  523.8  818.2 1112.6 1407.  1701.4 1995.8 2290.2 2584.6\n",
      " 2879. ]\n",
      "-65.0 2879.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts, bins = np.histogram(FLARE_img)\n",
    "print(counts)\n",
    "print(bins)\n",
    "plt.hist(bins[:-1], bins, weights=counts)\n",
    "print(np.min(T1_img), np.max(T1_img))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "489e98d0-4f76-454f-80d9-dc8b424ffc23",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5293539  153103  190509  924159  629020   29840     705     117      35\n",
      "       5]\n",
      "[-122.    54.9  231.8  408.7  585.6  762.5  939.4 1116.3 1293.2 1470.1\n",
      " 1647. ]\n",
      "-122.0 1647.0\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts, bins = np.histogram(FLARE_img)\n",
    "print(counts)\n",
    "print(bins)\n",
    "plt.hist(bins[:-1], bins, weights=counts)\n",
    "print(np.min(FLARE_img), np.max(FLARE_img))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "3d9ce4ed-38b2-442b-8720-f6ba060c97ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 1.0000, -0.0498,  0.0888,  0.0085,  0.0441, -0.0459,  0.0328, -0.1302],\n",
      "        [-0.0498,  1.0000, -0.1157, -0.0988, -0.0073, -0.0472, -0.0394,  0.0287],\n",
      "        [ 0.0888, -0.1157,  1.0000,  0.0313,  0.0814, -0.0270,  0.1439,  0.0533],\n",
      "        [ 0.0085, -0.0988,  0.0313,  1.0000, -0.1508,  0.1454, -0.1334, -0.0446],\n",
      "        [ 0.0441, -0.0073,  0.0814, -0.1508,  1.0000,  0.0011, -0.0073,  0.0250],\n",
      "        [-0.0459, -0.0472, -0.0270,  0.1454,  0.0011,  1.0000, -0.0280,  0.1664],\n",
      "        [ 0.0328, -0.0394,  0.1439, -0.1334, -0.0073, -0.0280,  1.0000, -0.1420],\n",
      "        [-0.1302,  0.0287,  0.0533, -0.0446,  0.0250,  0.1664, -0.1420,  1.0000]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "z_i = torch.randn(4, 128)\n",
    "z_j = torch.randn(4, 128)\n",
    "z = torch.cat([z_i, z_j], dim=0)\n",
    "sim = F.cosine_similarity(z.unsqueeze(1), z.unsqueeze(0), dim=2)\n",
    "print(sim)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "17a83218-985b-4574-b15c-8f96decb8351",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "sim_ij = torch.diag(sim, 2)\n",
    "sim_ji = torch.diag(sim, -2)\n",
    "pos = torch.cat([sim_ij, sim_ji], dim=0)\n",
    "nom = torch.exp(pos / 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "178e46d0-f42b-48ff-9de7-0a77d564f79d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([ 0.0888, -0.0988,  0.0814,  0.1454, -0.0073,  0.1664])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#denom = self.neg_mask * torch.exp(sim / self.temp)\n",
    "sim_ij.shape\n",
    "sim_ij"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "4731eb95-5ba1-4abd-9f29-6766110f61c4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([ 0.0888, -0.0988,  0.0814,  0.1454, -0.0073,  0.1664])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim_ji"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "5f56e76f-d86a-401d-b649-50482ea638ba",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([12])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pos.shape"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
   "id": "56bc0a59-b1ca-4e58-9268-40762db7510f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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